{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import os\n",
    "import sys\n",
    "os.chdir(\"..\") \n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "********************\n",
      "\n",
      "   Going to generate c302_C2_IClampBWM and run for 1000 on jNeuroML_NEURON\n",
      "\n",
      "********************\n",
      "Set default parameters for C\n",
      "Set default parameters for C2\n",
      "Opened file: /home/developer/forks/CElegansNeuroML/CElegans/pythonScripts/c302/../../../herm_full_edgelist.csv\n",
      "Opened file: /home/developer/forks/CElegansNeuroML/CElegans/pythonScripts/c302/../../../herm_full_edgelist.csv\n",
      "c302      >>>  Positioning muscle: MDR01 at (80,-270,80)\n",
      "c302      >>>  Writing generated network to: /home/developer/forks/CElegansNeuroML/CElegans/pythonScripts/c302/examples/c302_C2_IClampBWM.nml\n",
      "Validating examples/c302_C2_IClampBWM.nml against /usr/local/lib/python2.7/dist-packages/neuroml/nml/NeuroML_v2beta4.xsd\n",
      "It's valid!\n",
      "(Re)written network file to: examples/c302_C2_IClampBWM.nml\n",
      "c302      >>>  Finished simulation of LEMS_c302_C2_IClampBWM.xml and have reloaded results\n",
      "c302      >>>  Reloaded data: ['MDR01/0/GenericMuscleCell/caConc', 'AVAL/0/GenericNeuronCell/caConc', 'MDR01/0/GenericMuscleCell/v', 't', 'AVAL/0/GenericNeuronCell/v']\n",
      "c302      >>>  All cells: ['AVAL']\n",
      "c302      >>>  Plotting neuron voltages\n",
      "c302      >>>  Generating plots for: Membrane potentials of 1 neuron(s) (IClampBWM C2)\n",
      "c302      >>>  Plotting muscle voltages\n",
      "c302      >>>  Generating plots for: Membrane potentials of 1 muscle(s) (IClampBWM C2)\n"
     ]
    },
    {
     "data": {
      "image/png": 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LImLT7nO2ts8nNoily8o94Peue5fPjohpvVneQDeggsF6wzdmp49+jdc2HcIbo8XyUbBi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\nmZnhYGBmZjgYmJkZDgZmZgb8fzKK0EwMVykLAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f86d32f1d10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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MrLmnVhqbwI7Mkr4AODNt/nrg+nby7d2Fcs9ML7cvSFVAk/wMyDk3SOXSC24p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\nrkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f86d31e4050>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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NOMXK3E7cZmZ+OqCZWbG4xW1mViTu4zYzKxo/q8TMrHjcVWJmViDhny4zMyse\nt7jNzAqmWHnbidvMTOVi9ZU4cZtZYwt8A46ZWZGIKNwNOE1jHYCZ2ZiLGPw1QiR9RFJImpM/S9LX\nJK2QdJukQwarwy1uM7NRanFLWgK8DPhL1eBjgf3y6znAt/LffrnFbWaNrdLHPdhrZHwFOIWdr2M5\nATg3kuuAGZIWDlSJW9xm1vDqvKpkjqSbqj6fGRFn1j0N6QRgbUTcKql61B7A6qrPa/KwB/ury4nb\nzBpc3X3YGyLi0IEKSLoSWNDHqI8Dp5G6SYbNidvMGlswYn3cEXFUX8MlHQTsDVRa24uBP0o6DFgL\nLKkqvjgP65f7uM3MdnMfd0TcHhHzImJpRCwldYccEhHrgIuAt+SrSw4HHo+IfrtJwC1uM7Oxvo77\nEuA4YAWwDXjbYP/gxG1mNsqJO7e6K+8DeN9Q/t+J28waWwSUinXPuxO3mVnBbnl34jYzc+I2MyuQ\nAPybk2ZmRRIQ7uM2MyuOwCcnzcwKx33cZmYF48RtZlYkI/tDCaPBidvMGlsA/rFgM7OCcYvbzKxI\nfMu7mVmxBISv4zYzKxjfOWlmVjDu4zYzK5AIX1ViZlY4bnGbmRVJEKXSWAcxJE7cZtbY/FhXM7MC\n8uWAZmbFEUC4xW1mViDhH1IwMyucop2cVIyzy2AkbQaWj3UcQzQH2DDWQQxB0eKF4sVctHihmDE/\nJSLah1OBpN+QvvtgNkTEMcOZ1kgZj4n7pog4dKzjGIqixVy0eKF4MRctXnDMRdI01gGYmdnQOHGb\nmRXMeEzcZ451ALugaDEXLV4oXsxFixccc2GMuz5uMzMb2HhscZuZ2QCcuM3MCmbMErekYyQtl7RC\n0sf6GD9B0gV5/PWSlu6mOL4nab2kP1cNmyXpCkn35L8z83BJ+lqO6TZJh1T9z0m5/D2STupnWn3W\nuwsxL5F0jaRlku6Q9MHxHLekiZJukHRrjvdTefjeedmuyMu6LQ/vd9lLOjUPXy7p6H6m12e9u0JS\ns6RbJF1chJglrZJ0u6Q/SbopDxuX60WuY4akn0q6S9Kdkp47nuMdNyJi1F9AM3AvsA/QBtwKHFBT\n5u+Bb+f3JwIX7KZYjgAOAf5cNeyLwMfy+48BX8jvjwMuBQQcDlyfh88CVua/M/P7mX1Mq896dyHm\nhcAh+X07cDdwwHiNO093an7fClyf47gQODEP/zbwdwMt+/wdbwUmAHvndai5j+n1We8uzusPAz8C\nLh6o7vFHYicEAAAFjElEQVQSM7AKmFPP8hvr9SL/3znAO/P7NmDGeI53vLzGZqLwXOCyqs+nAqfW\nlLkMeG5+30K6o0u7KZ6l7Jy4lwML8/uFwPL8/jvA62vLAa8HvlM1fKdyg9U7AvH/CnhpEeIGJgN/\nBJ6Tl2lL7TrR37KvXU+qy1UNU3/17kKsi4GrgBcDFw9U9ziKeRVPTNzjcr0ApgP3UbNdj9d4x9Nr\nrLpK9gBWV31ek4f1WSYieoHHgdmjEh3Mj4gH8/t1wPzamLJK3PV8n4Hq3WX5kPyZpFbsuI07dzn8\nCVgPXEFqeW7My7Z22v0t+3rinT1AvUN1BnAKUHkC0UB1j5eYA7hc0s2S3p2Hjdf1Ym/gYeD7uTvq\nu5KmjON4xw2fnBxEpN3ziF8zORL1SpoK/Aw4OSI2jXT9fdnVeiOiFBHPILViDwOeOtKxjSRJLwfW\nR8TNYx3LED0/Ig4BjgXeJ+mI6pHjbL1oIXVTfisinglsJXVhDLfeQe2uekfLWCXutcCSqs+L87A+\ny0hqIR1WPTIq0cFDkhbmaS8ktRJ3iimrxF3P9xmo3iGT1EpK2j+MiJ8XJe6I2AhcQ+oOmJGXbe20\n+1v29cT7yAD1DsXzgFdKWgWcT+ou+eo4j5mIWJv/rgd+QdpJjtf1Yg2wJiKuz59/Skrk4zXecWOs\nEveNwH75THob6WTORTVlLgIqZ4dfC1yd95KjoXraJ5H6kCvD35LPbh8OPJ4PvS4DXiZpZj5T/bI8\nrN56h0SSgLOAOyPiy+M9bklzJc3I7yeR+uPvJCXw1/YTb1/L/iLgxHwFx97AfsAN1dPK5fqrt24R\ncWpELI6IpaT18+qIeON4jlnSFEntlfek5flnxul6ERHrgNWSnpIHvQRYNl7jHVfGqnOddIb4blJf\n58fzsH8FXpnfTwR+Aqwgrej77KY4fgw8CPSQWgDvIPU5XgXcA1wJzMplBXwjx3w7cGhVPW/Psa4A\n3lY1/LuVcv3VuwsxP590mHcb8Kf8Om68xg0cDNyS4/0z8Mk8fJ+8bFfkZT1hsGUPfDx/j+XAsVXD\nLwEWDVTvMNaRI9lxVcm4jTnXcWt+3cGO7Wpcrhe5jmcAN+V145ekq0LGbbzj5eVb3s3MCsYnJ83M\nCsaJ28ysYJy4zcwKxonbzKxgnLjNzAqmZfAiZgOTVLnMCmABUCLdygywLSL+ajdM85nA+yPiHcOs\n5/2kGL83MpGZ7X6+HNBGlKTTgS0R8aXdPJ2fAJ+JiFuHWc9k4A+Rbrk2KwR3ldhuJWlL/nukpGsl\n/UrSSkmfl/RGped03y7pSbncXEk/k3Rjfj2vjzrbgYMrSVvS6ZLOkfQ/ku6X9NeSvpjr/U1+PAB5\nmsvys5y/BBAR24BVkg4brXliNlxO3Daang68F9gfeDPw5Ig4jHR32wdyma8CX4mIZwOvyeNqHUq6\nA7Pak0jPE3klcB5wTUQcBHQAx+funFcDB0bEwcBnqv73JuAFw/96ZqPDfdw2mm6M/FhNSfcCl+fh\ntwMvyu+PAg5Ij2MBYJqkqRGxpaqehezoQ6+4NCJ6JN1O+qGO31TVvZT0PO1O4CylX7O5uOp/1zPO\nn1ZoVs2J20ZTV9X7ctXnMjvWxSbg8IjoHKCeDtKzQZ5Qd0SUJfXEjpM3ZdIPFPTm7pCXkB7m9H5S\nC51cV8cufB+zMeGuEhtvLmdHtwmSntFHmTuBfYdSaX52+fSIuAT4EKnbpuLJPLHrxWzccuK28eYf\ngEPzCcRlpD7xnUTEXcD0yiNM69QOXCzpNuD3pN+SrHge6Vd5zArBlwNaIUn6ELA5Ivo6eTmUep4J\nfDgi3jwykZntfm5xW1F9i537zHfVHOCfR6Aes1HjFreZWcG4xW1mVjBO3GZmBePEbWZWME7cZmYF\n48RtZlYw/w8h8TnG3ir8WwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f86d0b098d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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5ryi7r/dHWPEpM2rZeKIUS6q23zs3EfXMtfCLtchN73husoaJeiVMw6SMvXPN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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f86d08e9f90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from runAndPlot import run_c302\n",
    "cells, cells_to_stimulate, params, muscles = run_c302('IClampBWM','C2','',1000,0.05,'jNeuroML_NEURON',verbose=False,plot_ca=False, data_reader=\"UpdatedSpreadsheetDataReader\", config_package=\"notebooks.configs\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "********************\n",
      "\n",
      "   Going to generate c302_C2_IClampBWM and run for 1000 on jNeuroML\n",
      "\n",
      "********************\n",
      "Set default parameters for C\n",
      "Set default parameters for C2\n",
      "Opened file: /home/developer/forks/CElegansNeuroML/CElegans/pythonScripts/c302/../../../herm_full_edgelist.csv\n",
      "Opened file: /home/developer/forks/CElegansNeuroML/CElegans/pythonScripts/c302/../../../herm_full_edgelist.csv\n",
      "c302      >>>  Positioning muscle: MDR01 at (80,-270,80)\n",
      "c302      >>>  Writing generated network to: /home/developer/forks/CElegansNeuroML/CElegans/pythonScripts/c302/examples/c302_C2_IClampBWM.nml\n",
      "Validating examples/c302_C2_IClampBWM.nml against /usr/local/lib/python2.7/dist-packages/neuroml/nml/NeuroML_v2beta4.xsd\n",
      "It's valid!\n",
      "(Re)written network file to: examples/c302_C2_IClampBWM.nml\n",
      "c302      >>>  Finished simulation of LEMS_c302_C2_IClampBWM.xml and have reloaded results\n",
      "c302      >>>  Reloaded data: ['MDR01/0/GenericMuscleCell/caConc', 'AVAL/0/GenericNeuronCell/caConc', 'MDR01/0/GenericMuscleCell/v', 't', 'AVAL/0/GenericNeuronCell/v']\n",
      "c302      >>>  All cells: ['AVAL']\n",
      "c302      >>>  Plotting neuron voltages\n",
      "c302      >>>  Generating plots for: Membrane potentials of 1 neuron(s) (IClampBWM C2)\n",
      "c302      >>>  Plotting muscle voltages\n",
      "c302      >>>  Generating plots for: Membrane potentials of 1 muscle(s) (IClampBWM C2)\n"
     ]
    },
    {
     "data": {
      "image/png": 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e3MRtZp275/6VSyNi665zNnbQJzaNZcube8HvPfevnBMRk3uyvv6uXwWDjQdvyR4f/Rqv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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f86d02499d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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8P2AocH3ssd1kZgUdTmjp+tABYW/vgu2c66VyGYrnk8A+ZlbfURuNTWDHZVg+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\n55xzBeEFkHPOuYLwAsg551xB/H8CqTZUATaotQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f86cfeff8d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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93GZm5eOzSszMSiXcVWJmViqBE7eZWemUq6fEidvMrGzncbdMdgBmZpMuYuTH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\nnLjNzErGidvMrGScuM3MSuZ/AUcRDDCTF0gzAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f86d32233d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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UKESlKCpUqFChQiEqRVGhQoUKFQpRKYoKFSpUqFCISlFUqFChQoVCVIqiQoUKFSoUolIU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\nCfDOo5gqahT+OSMLiXq6/6eDODmRwTduvlxoeqoUQrNZ3bMWU3G8Et7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yBXQ2x/HOPRtx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\niUQikQj5/6GqD+rPEUN8AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f86d3149fd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cells, cells_to_stimulate, params, muscles = run_c302('IClampBWM','C2','',1000,0.05,'jNeuroML',verbose=False,plot_ca=False, data_reader=\"UpdatedSpreadsheetDataReader\", config_package=\"notebooks.configs\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
